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中国管理科学 ›› 2023, Vol. 31 ›› Issue (6): 196-206.doi: 10.16381/j.cnki.issn1003-207x.2021.0148

• 论文 • 上一篇    下一篇

协同驱动提升产业链供应链现代化水平的形成机制研究——基于BP-SVM联合优化模型

王静   

  1. 西北政法大学商学院,陕西 西安710122
  • 收稿日期:2021-01-20 修回日期:2021-06-28 出版日期:2023-06-20 发布日期:2023-06-17
  • 通讯作者: 王静(1970-),女(汉族),陕西西安人,西北政法大学商学院,三级教授,博士,马克思主义理论博士后,管理科学与工程博士后,西北政法大学应急管理研究中心主任,研究方向:产业经济学、物资经济学、生态经济学、物流与供应链管理、应急管理,Email:wjing818@126.com. E-mail:wjing818@126.com
  • 基金资助:
    国家社会科学基金西部项目(22XJY028)

Study on the Formation Mechanism of Synergistic Drive to Upgrade the Modernization Level of Industrial Chain and Supply Chain: Based on BP-SVM Joint Optimization Model

WANG Jing   

  1. School of Business, Northwest University of Political Science and Law, Xi’an 710122, China
  • Received:2021-01-20 Revised:2021-06-28 Online:2023-06-20 Published:2023-06-17
  • Contact: 王静 E-mail:wjing818@126.com

摘要: 国际经济环境复杂多变,全球产业链供应链格局正在加速调整。本文以新时代新发展的研究视角,界定产业链供应链现代化水平的时代特征表现为:科技协同驱动新经济新动能的“两链”融合、利益协同驱动新循环新迭代的“两链”融合、市场协同驱动新制造新服务的“两链”融合。基于BP-SVM联合优化模型研究了协同驱动产业链供应链网络上的水平评价,并建立评价指标体系,以样本数值算例验证了该模型具有独到的优势。发现能够通过以熵值的大小来衡量协同驱动的产业链供应链网络上的博弈行为的风险,还能够促进整个产业链供应链现代化系统协同驱动创造的综合效益大幅提升。进一步提出建立协同驱动提升产业链供应链现代化水平的形成机制及政策建议。研究表明:增长机制建设有利于提升经济产业结构调整的重要驱动和内生动力、选择机制建设有利于确立企业转型迭代升级的主要手段和重要方向、约束机制建设有利于加强产业链供应链治理的服务提升和管理创新。本文的研究为解读提升产业链供应链现代化水平的内在机理提供了一个有价值的新角度。

关键词: BP-SVM;协同驱动;产业链供应链;现代化水平;形成机制

Abstract: The international economic environment is complex and volatile, and the global industrial chain and supply chain are adjusting at an accelerating pace. From the research perspective of new development in the new era, the characteristics of the modernization level of industrial chain and supply chain are defined as follows: “two-chain” integration of new economy and new drivers driven by scientific and technological cooperation, “two-chain” integration of new cycle and new iteration driven by interest cooperation, and “two-chain” integration of new manufacturing and new services driven by market cooperation. Based on the BP-SVM joint optimization model, the level evaluation of the collaborative drive industry chain and supply chain network is studied, and the evaluation index system is established. The numerical example is taken to verify the unique advantages of the model. It is found that the risk of game behavior on the network of the industrial chain and supply chain driven by the synergism can be measured by the entropy value, and the comprehensive benefits created by the synergism driven by the modernization system of the whole industrial chain and supply chain can be greatly improved. It further puts forward the formation mechanism and policy suggestions to promote the modernization level of industrial chain and supply chain. The research shows that: growth mechanism construction is conducive to improving the important driving force and endogenous driving force of economic and industrial structure adjustment, choice mechanism construction is conducive to establishing the main means and important direction of enterprise transformation, iteration and upgrading, and constraint mechanism construction is conducive to strengthening the service improvement and management innovation of industrial chain and supply chain governance. The research of this paper provides a valuable new Angle for understanding the internal mechanism of upgrading the modernization level of industrial chain and supply chain.

Key words: BP-SVM; collaborative drive; industrial chain and supply chain; the level of modernization; formation mechanism

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